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# rag

Retrieval augmented generation, or RAG, is an architectural approach that can improve the efficacy of large language model (LLM) applications by leveraging custom data.

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How to make AI answer questions about your documents, by building RAG from scratch

How to make AI answer questions about your documents, by building RAG from scratch

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9 min read
Production-Grade RAG: Why Vector Search Isn't Enough (and How Hybrid Search Fills the Gaps)

Production-Grade RAG: Why Vector Search Isn't Enough (and How Hybrid Search Fills the Gaps)

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6 min read
RAG vs Fine-Tuning: Which Approach Should You Choose?

RAG vs Fine-Tuning: Which Approach Should You Choose?

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3 min read
The Retrieval Failure That Looked Like a Model Problem

The Retrieval Failure That Looked Like a Model Problem

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3 min read
RAG-Based Testing Series — Part 4: Edge Cases — What Breaks RAG & How to Catch It

RAG-Based Testing Series — Part 4: Edge Cases — What Breaks RAG & How to Catch It

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14 min read
RAG-Based Testing Series — Part 3: Faithfulness & Hallucination Detection

RAG-Based Testing Series — Part 3: Faithfulness & Hallucination Detection

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9 min read
What Is RAG? Why LLM Memory Alone Is Never Enough

What Is RAG? Why LLM Memory Alone Is Never Enough

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5 min read
Your vector memory database remembers everything. That’s exactly the issue.

Your vector memory database remembers everything. That’s exactly the issue.

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8 min read
I Contributed to Chroma's Open-Source Docs — Here's What I Changed and What I Learned

I Contributed to Chroma's Open-Source Docs — Here's What I Changed and What I Learned

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4 min read
AI Output Provenance for SaaS: Trace Answers Before They Become Liability

AI Output Provenance for SaaS: Trace Answers Before They Become Liability

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9 min read
TradeMemory An AI-Powered Persistence Layer for Disciplined Trading

TradeMemory An AI-Powered Persistence Layer for Disciplined Trading

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3 min read
The Data Ingestion Pipeline Nobody Designs Well Until Production Breaks It

The Data Ingestion Pipeline Nobody Designs Well Until Production Breaks It

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5 min read
TradeMemory An AI-Powered Persistence Layer for Disciplined Trading

TradeMemory An AI-Powered Persistence Layer for Disciplined Trading

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3 min read
Citation-Guard: Production RAG Patterns for Regulated Fintech

Citation-Guard: Production RAG Patterns for Regulated Fintech

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4 min read
TradeMemory

TradeMemory

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3 min read
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